Profiling Report

Dataset statistics

Number of variables	21
Number of observations	114000
Missing cells	3
Missing cells (%)	< 0.1%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	17.5 MiB
Average record size in memory	161.0 B

Variable types

Numeric	13
Text	5
Boolean	1
Categorical	2

Alerts

`energy` is highly overall correlated with `loudness` and 1 other fields	High correlation
`loudness` is highly overall correlated with `energy` and 1 other fields	High correlation
`acousticness` is highly overall correlated with `energy` and 1 other fields	High correlation
`explicit` is highly imbalanced (57.9%)	Imbalance
`time_signature` is highly imbalanced (73.9%)	Imbalance
`Unnamed: 0` is uniformly distributed	Uniform
`Unnamed: 0` has unique values	Unique
`popularity` has 16020 (14.1%) zeros	Zeros
`key` has 13061 (11.5%) zeros	Zeros
`instrumentalness` has 38763 (34.0%) zeros	Zeros

Reproduction

Analysis started	2023-11-10 13:10:36.683568
Analysis finished	2023-11-10 13:11:23.569367
Duration	46.89 seconds
Software version	ydata-profiling vv4.6.1
Download configuration	config.json

Unnamed: 0
Real number (ℝ)

UNIFORM UNIQUE

Distinct	114000
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	56999.5

Minimum	0
Maximum	113999
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	890.8 KiB

Quantile statistics

Minimum	0
5-th percentile	5699.95
Q1	28499.75
median	56999.5
Q3	85499.25
95-th percentile	108299.05
Maximum	113999
Range	113999
Interquartile range (IQR)	56999.5

Descriptive statistics

Standard deviation	32909.11
Coefficient of variation (CV)	0.57735787
Kurtosis	-1.2
Mean	56999.5
Median Absolute Deviation (MAD)	28500
Skewness	0
Sum	6.497943 × 10⁹
Variance	1.0830095 × 10⁹
Monotonicity	Strictly increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1	< 0.1%
75997	1	< 0.1%
76008	1	< 0.1%
76007	1	< 0.1%
76006	1	< 0.1%
76005	1	< 0.1%
76004	1	< 0.1%
76003	1	< 0.1%
76002	1	< 0.1%
76001	1	< 0.1%
Other values (113990)	113990	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	< 0.1%
1	1	< 0.1%
2	1	< 0.1%
3	1	< 0.1%
4	1	< 0.1%
5	1	< 0.1%
6	1	< 0.1%
7	1	< 0.1%
8	1	< 0.1%
9	1	< 0.1%

Value	Count	Frequency (%)
113999	1	< 0.1%
113998	1	< 0.1%
113997	1	< 0.1%
113996	1	< 0.1%
113995	1	< 0.1%
113994	1	< 0.1%
113993	1	< 0.1%
113992	1	< 0.1%
113991	1	< 0.1%
113990	1	< 0.1%

track_id
Text

Distinct	89741
Distinct (%)	78.7%
Missing	0
Missing (%)	0.0%
Memory size	890.8 KiB

Length

Max length	22
Median length	22
Mean length	22
Min length	22

Characters and Unicode

Total characters	2508000
Distinct characters	62
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	73100 ?
Unique (%)	64.1%

Sample

1st row	5SuOikwiRyPMVoIQDJUgSV
2nd row	4qPNDBW1i3p13qLCt0Ki3A
3rd row	1iJBSr7s7jYXzM8EGcbK5b
4th row	6lfxq3CG4xtTiEg7opyCyx
5th row	5vjLSffimiIP26QG5WcN2K

Value	Count	Frequency (%)
6s3jldagk3uu3ntzbpnuhs	9	< 0.1%
2kkvb3rnrzwjfdghaua0tz	8	< 0.1%
2ey6v4sekh3z0rusisrosd	8	< 0.1%
4aqs25f3ywj9tgnnkoqilc	7	< 0.1%
5sqkarfxe7uejhtlcthcls	7	< 0.1%
6bzwr3epseolvwlblk58il	7	< 0.1%
54zcdkbialanv8ihi3xwld	7	< 0.1%
4xyiegksljlhpzb3bl6wmp	7	< 0.1%
5bi1xqmjk91dseq0bfe0ov	7	< 0.1%
5ftfvzslii5zxydnbrtf41	7	< 0.1%
Other values (89731)	113926	99.9%

Most occurring characters

Value	Count	Frequency (%)
3	53778	2.1%
5	53497	2.1%
2	53335	2.1%
6	53275	2.1%
0	53232	2.1%
1	53162	2.1%
4	53152	2.1%
7	50535	2.0%
K	39217	1.6%
D	39104	1.6%
Other values (52)	2005713	80.0%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	1003279	40.0%
Uppercase Letter	1003032	40.0%
Decimal Number	501689	20.0%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
K	39217	3.9%
D	39104	3.9%
G	38991	3.9%
A	38963	3.9%
W	38756	3.9%
E	38755	3.9%
X	38726	3.9%
B	38719	3.9%
I	38705	3.9%
R	38684	3.9%
Other values (16)	614412	61.3%

Lowercase Letter

Value	Count	Frequency (%)
k	39055	3.9%
f	38989	3.9%
h	38937	3.9%
l	38920	3.9%
y	38878	3.9%
e	38851	3.9%
p	38773	3.9%
i	38754	3.9%
b	38724	3.9%
u	38684	3.9%
Other values (16)	614714	61.3%

Decimal Number

Value	Count	Frequency (%)
3	53778	10.7%
5	53497	10.7%
2	53335	10.6%
6	53275	10.6%
0	53232	10.6%
1	53162	10.6%
4	53152	10.6%
7	50535	10.1%
8	39097	7.8%
9	38626	7.7%

Most occurring scripts

Value	Count	Frequency (%)
Latin	2006311	80.0%
Common	501689	20.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
K	39217	2.0%
D	39104	1.9%
k	39055	1.9%
G	38991	1.9%
f	38989	1.9%
A	38963	1.9%
h	38937	1.9%
l	38920	1.9%
y	38878	1.9%
e	38851	1.9%
Other values (42)	1616406	80.6%

Common

Value	Count	Frequency (%)
3	53778	10.7%
5	53497	10.7%
2	53335	10.6%
6	53275	10.6%
0	53232	10.6%
1	53162	10.6%
4	53152	10.6%
7	50535	10.1%
8	39097	7.8%
9	38626	7.7%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	2508000	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
3	53778	2.1%
5	53497	2.1%
2	53335	2.1%
6	53275	2.1%
0	53232	2.1%
1	53162	2.1%
4	53152	2.1%
7	50535	2.0%
K	39217	1.6%
D	39104	1.6%
Other values (52)	2005713	80.0%

artists
Text

Distinct	31437
Distinct (%)	27.6%
Missing	1
Missing (%)	< 0.1%
Memory size	890.8 KiB

Length

Max length	513
Median length	322
Mean length	16.319354
Min length	2

Characters and Unicode

Total characters	1860390
Distinct characters	712
Distinct categories	18 ?
Distinct scripts	7 ?
Distinct blocks	14 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	16767 ?
Unique (%)	14.7%

Sample

1st row	Gen Hoshino
2nd row	Ben Woodward
3rd row	Ingrid Michaelson;ZAYN
4th row	Kina Grannis
5th row	Chord Overstreet

Value	Count	Frequency (%)
the	6831	2.6%
	3126	1.2%
de	1133	0.4%
los	1066	0.4%
of	1034	0.4%
dj	738	0.3%
george	593	0.2%
jones	524	0.2%
la	518	0.2%
for	457	0.2%
Other values (42276)	241844	93.8%

Most occurring characters

Value	Count	Frequency (%)
a	164229	8.8%
e	148733	8.0%
	143873	7.7%
i	112151	6.0%
n	106549	5.7%
o	103832	5.6%
r	100226	5.4%
l	75690	4.1%
s	69313	3.7%
t	63612	3.4%
Other values (702)	772182	41.5%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	1313318	70.6%
Uppercase Letter	338499	18.2%
Space Separator	143873	7.7%
Other Punctuation	53924	2.9%
Decimal Number	5642	0.3%
Dash Punctuation	2092	0.1%
Other Letter	2008	0.1%
Currency Symbol	289	< 0.1%
Close Punctuation	181	< 0.1%
Open Punctuation	179	< 0.1%
Other values (8)	385	< 0.1%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
ス	63	3.1%
ル	59	2.9%
ズ	56	2.8%
ン	49	2.4%
ザ	43	2.1%
タ	42	2.1%
オ	41	2.0%
サ	41	2.0%
陳	33	1.6%
林	26	1.3%
Other values (453)	1555	77.4%

Lowercase Letter

Value	Count	Frequency (%)
a	164229	12.5%
e	148733	11.3%
i	112151	8.5%
n	106549	8.1%
o	103832	7.9%
r	100226	7.6%
l	75690	5.8%
s	69313	5.3%
t	63612	4.8%
h	51170	3.9%
Other values (102)	317813	24.2%

Uppercase Letter

Value	Count	Frequency (%)
S	29141	8.6%
A	23980	7.1%
M	23977	7.1%
B	22899	6.8%
T	20678	6.1%
C	20253	6.0%
D	18520	5.5%
R	17533	5.2%
L	16695	4.9%
P	15667	4.6%
Other values (66)	129156	38.2%

Other Punctuation

Value	Count	Frequency (%)
;	44293	82.1%
.	3781	7.0%
&	2993	5.6%
'	1313	2.4%
"	566	1.0%
!	307	0.6%
,	286	0.5%
/	162	0.3%
:	155	0.3%
?	32	0.1%
Other values (9)	36	0.1%

Decimal Number

Value	Count	Frequency (%)
1	887	15.7%
2	817	14.5%
4	704	12.5%
3	684	12.1%
0	536	9.5%
7	452	8.0%
8	440	7.8%
6	416	7.4%
9	381	6.8%
5	325	5.8%

Close Punctuation

Value	Count	Frequency (%)
)	147	81.2%
]	24	13.3%
』	5	2.8%
）	3	1.7%
}	2	1.1%

Math Symbol

Value	Count	Frequency (%)
+	82	52.9%
=	48	31.0%
≠	23	14.8%
\|	1	0.6%
∆	1	0.6%

Other Symbol

Value	Count	Frequency (%)
☆	6	37.5%
™	5	31.2%
✦	2	12.5%
®	2	12.5%
✰	1	6.2%

Open Punctuation

Value	Count	Frequency (%)
(	147	82.1%
[	24	13.4%
『	5	2.8%
（	3	1.7%

Dash Punctuation

Value	Count	Frequency (%)
-	1999	95.6%
–	93	4.4%

Modifier Letter

Value	Count	Frequency (%)
ー	117	98.3%
々	2	1.7%

Final Punctuation

Value	Count	Frequency (%)
’	49	98.0%
”	1	2.0%

Initial Punctuation

Value	Count	Frequency (%)
‘	4	80.0%
“	1	20.0%

Space Separator

Value	Count	Frequency (%)
	143873	100.0%

Currency Symbol

Value	Count	Frequency (%)
$	289	100.0%

Connector Punctuation

Value	Count	Frequency (%)
_	20	100.0%

Modifier Symbol

Value	Count	Frequency (%)
´	11	100.0%

Other Number

Value	Count	Frequency (%)
²	9	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	1645353	88.4%
Common	206570	11.1%
Cyrillic	6454	0.3%
Han	1291	0.1%
Katakana	622	< 0.1%
Hiragana	97	< 0.1%
Greek	3	< 0.1%

Most frequent character per script

Han

Value	Count	Frequency (%)
陳	33	2.6%
林	26	2.0%
峰	23	1.8%
張	20	1.5%
光	19	1.5%
吳	19	1.5%
五	18	1.4%
青	18	1.4%
人	18	1.4%
夜	17	1.3%
Other values (380)	1080	83.7%

Latin

Value	Count	Frequency (%)
a	164229	10.0%
e	148733	9.0%
i	112151	6.8%
n	106549	6.5%
o	103832	6.3%
r	100226	6.1%
l	75690	4.6%
s	69313	4.2%
t	63612	3.9%
h	51170	3.1%
Other values (120)	649848	39.5%

Common

Value	Count	Frequency (%)
	143873	69.6%
;	44293	21.4%
.	3781	1.8%
&	2993	1.4%
-	1999	1.0%
'	1313	0.6%
1	887	0.4%
2	817	0.4%
4	704	0.3%
3	684	0.3%
Other values (51)	5226	2.5%

Cyrillic

Value	Count	Frequency (%)
а	816	12.6%
о	479	7.4%
р	457	7.1%
и	429	6.6%
е	393	6.1%
н	387	6.0%
к	279	4.3%
в	274	4.2%
л	255	4.0%
с	227	3.5%
Other values (45)	2458	38.1%

Katakana

Value	Count	Frequency (%)
ス	63	10.1%
ル	59	9.5%
ズ	56	9.0%
ン	49	7.9%
ザ	43	6.9%
タ	42	6.8%
オ	41	6.6%
サ	41	6.6%
カ	19	3.1%
ミ	18	2.9%
Other values (35)	191	30.7%

Hiragana

Value	Count	Frequency (%)
さ	10	10.3%
り	8	8.2%
の	7	7.2%
な	6	6.2%
か	6	6.2%
あ	6	6.2%
い	6	6.2%
ゆ	5	5.2%
と	5	5.2%
も	4	4.1%
Other values (19)	34	35.1%

Greek

Value	Count	Frequency (%)
α	2	66.7%
μ	1	33.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1842231	99.0%
Latin 1 Sup	8556	0.5%
Cyrillic	6454	0.3%
CJK	1289	0.1%
Latin Ext A	806	< 0.1%
Katakana	740	< 0.1%
Punctuation	149	< 0.1%
Hiragana	97	< 0.1%
None	25	< 0.1%
Math Operators	24	< 0.1%
Other values (4)	19	< 0.1%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
a	164229	8.9%
e	148733	8.1%
	143873	7.8%
i	112151	6.1%
n	106549	5.8%
o	103832	5.6%
r	100226	5.4%
l	75690	4.1%
s	69313	3.8%
t	63612	3.5%
Other values (78)	754023	40.9%

Latin 1 Sup

Value	Count	Frequency (%)
é	1493	17.4%
ã	885	10.3%
á	723	8.5%
ö	697	8.1%
ó	589	6.9%
í	570	6.7%
ü	502	5.9%
ä	419	4.9%
ç	362	4.2%
ë	296	3.5%
Other values (42)	2020	23.6%

Cyrillic

Value	Count	Frequency (%)
а	816	12.6%
о	479	7.4%
р	457	7.1%
и	429	6.6%
е	393	6.1%
н	387	6.0%
к	279	4.3%
в	274	4.2%
л	255	4.0%
с	227	3.5%
Other values (45)	2458	38.1%

Latin Ext A

Value	Count	Frequency (%)
ı	236	29.3%
ş	176	21.8%
ğ	88	10.9%
Ş	87	10.8%
İ	58	7.2%
ł	38	4.7%
ř	19	2.4%
č	18	2.2%
š	12	1.5%
ũ	10	1.2%
Other values (19)	64	7.9%

Katakana

Value	Count	Frequency (%)
ー	117	15.8%
ス	63	8.5%
ル	59	8.0%
ズ	56	7.6%
ン	49	6.6%
ザ	43	5.8%
タ	42	5.7%
オ	41	5.5%
サ	41	5.5%
カ	19	2.6%
Other values (37)	210	28.4%

Punctuation

Value	Count	Frequency (%)
–	93	62.4%
’	49	32.9%
‘	4	2.7%
“	1	0.7%
”	1	0.7%
•	1	0.7%

CJK

Value	Count	Frequency (%)
陳	33	2.6%
林	26	2.0%
峰	23	1.8%
張	20	1.6%
光	19	1.5%
吳	19	1.5%
五	18	1.4%
青	18	1.4%
人	18	1.4%
夜	17	1.3%
Other values (379)	1078	83.6%

Math Operators

Value	Count	Frequency (%)
≠	23	95.8%
∆	1	4.2%

Hiragana

Value	Count	Frequency (%)
さ	10	10.3%
り	8	8.2%
の	7	7.2%
な	6	6.2%
か	6	6.2%
あ	6	6.2%
い	6	6.2%
ゆ	5	5.2%
と	5	5.2%
も	4	4.1%
Other values (19)	34	35.1%

Misc Symbols

Value	Count	Frequency (%)
☆	6	100.0%

None

Value	Count	Frequency (%)
』	5	20.0%
『	5	20.0%
。	3	12.0%
（	3	12.0%
）	3	12.0%
々	2	8.0%
α	2	8.0%
＆	1	4.0%
μ	1	4.0%

Letterlike Symbols

Value	Count	Frequency (%)
™	5	100.0%

Latin Ext Additional

Value	Count	Frequency (%)
ạ	3	60.0%
ọ	2	40.0%

Dingbats

Value	Count	Frequency (%)
✦	2	66.7%
✰	1	33.3%

album_name
Text

Distinct	46589
Distinct (%)	40.9%
Missing	1
Missing (%)	< 0.1%
Memory size	890.8 KiB

Length

Max length	243
Median length	145
Mean length	20.116668
Min length	1

Characters and Unicode

Total characters	2293280
Distinct characters	2084
Distinct categories	22 ?
Distinct scripts	13 ?
Distinct blocks	24 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	27955 ?
Unique (%)	24.5%

Sample

1st row	Comedy
2nd row	Ghost (Acoustic)
3rd row	To Begin Again
4th row	Crazy Rich Asians (Original Motion Picture Soundtrack)
5th row	Hold On

Value	Count	Frequency (%)
the	12029	3.1%
	9198	2.3%
of	5240	1.3%
2022	3430	0.9%
vol	3257	0.8%
christmas	3214	0.8%
vivo	3186	0.8%
a	3174	0.8%
ao	2929	0.7%
de	2893	0.7%
Other values (35981)	343235	87.6%

Most occurring characters

Value	Count	Frequency (%)
	277786	12.1%
e	184978	8.1%
a	142803	6.2%
o	138424	6.0%
i	127748	5.6%
n	106159	4.6%
r	105849	4.6%
s	96731	4.2%
t	96378	4.2%
l	79067	3.4%
Other values (2074)	937357	40.9%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	1499424	65.4%
Uppercase Letter	364971	15.9%
Space Separator	277786	12.1%
Decimal Number	50359	2.2%
Other Punctuation	32819	1.4%
Other Letter	22050	1.0%
Close Punctuation	18361	0.8%
Open Punctuation	18359	0.8%
Dash Punctuation	7237	0.3%
Math Symbol	833	< 0.1%
Other values (12)	1081	< 0.1%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
ン	399	1.8%
の	375	1.7%
的	291	1.3%
ル	287	1.3%
ト	255	1.2%
愛	235	1.1%
い	223	1.0%
ス	210	1.0%
我	193	0.9%
ク	179	0.8%
Other values (1728)	19403	88.0%

Lowercase Letter

Value	Count	Frequency (%)
e	184978	12.3%
a	142803	9.5%
o	138424	9.2%
i	127748	8.5%
n	106159	7.1%
r	105849	7.1%
s	96731	6.5%
t	96378	6.4%
l	79067	5.3%
u	52306	3.5%
Other values (128)	368981	24.6%

Uppercase Letter

Value	Count	Frequency (%)
S	30218	8.3%
T	27866	7.6%
A	26171	7.2%
M	22698	6.2%
C	22365	6.1%
P	19741	5.4%
R	19064	5.2%
B	18069	5.0%
E	18023	4.9%
D	17769	4.9%
Other values (91)	142987	39.2%

Other Punctuation

Value	Count	Frequency (%)
.	9198	28.0%
'	5195	15.8%
,	4878	14.9%
:	4462	13.6%
&	2559	7.8%
/	2109	6.4%
"	1606	4.9%
!	1249	3.8%
?	500	1.5%
#	247	0.8%
Other values (13)	816	2.5%

Nonspacing Mark

Value	Count	Frequency (%)
゙	57	51.4%
̆	13	11.7%
́	12	10.8%
゚	8	7.2%
̈	6	5.4%
ു	4	3.6%
്	3	2.7%
̀	2	1.8%
️	2	1.8%
่	1	0.9%
Other values (3)	3	2.7%

Decimal Number

Value	Count	Frequency (%)
2	18813	37.4%
0	12475	24.8%
1	6993	13.9%
9	2621	5.2%
3	2418	4.8%
5	1894	3.8%
4	1473	2.9%
7	1297	2.6%
6	1213	2.4%
8	1162	2.3%

Math Symbol

Value	Count	Frequency (%)
+	301	36.1%
~	271	32.5%
\|	86	10.3%
>	69	8.3%
<	66	7.9%
=	20	2.4%
≠	10	1.2%
×	7	0.8%
÷	2	0.2%
∀	1	0.1%

Open Punctuation

Value	Count	Frequency (%)
(	17382	94.7%
[	810	4.4%
《	54	0.3%
「	51	0.3%
『	43	0.2%
【	10	0.1%
{	8	< 0.1%
〔	1	< 0.1%

Close Punctuation

Value	Count	Frequency (%)
)	17381	94.7%
]	813	4.4%
》	54	0.3%
」	51	0.3%
』	43	0.2%
】	10	0.1%
}	8	< 0.1%
〕	1	< 0.1%

Other Symbol

Value	Count	Frequency (%)
®	20	32.8%
°	17	27.9%
☆	14	23.0%
★	4	6.6%
♡	2	3.3%
❤	2	3.3%
●	1	1.6%
❀	1	1.6%

Dash Punctuation

Value	Count	Frequency (%)
-	6981	96.5%
〜	185	2.6%
–	60	0.8%
―	6	0.1%
—	4	0.1%
‐	1	< 0.1%

Modifier Symbol

Value	Count	Frequency (%)
´	30	90.9%
`	2	6.1%
˚	1	3.0%

Letter Number

Value	Count	Frequency (%)
Ⅱ	15	75.0%
Ⅲ	4	20.0%
〇	1	5.0%

Spacing Mark

Value	Count	Frequency (%)
േ	5	55.6%
ാ	3	33.3%
െ	1	11.1%

Modifier Letter

Value	Count	Frequency (%)
ー	396	95.2%
々	20	4.8%

Final Punctuation

Value	Count	Frequency (%)
’	205	81.7%
”	46	18.3%

Initial Punctuation

Value	Count	Frequency (%)
“	54	90.0%
‘	6	10.0%

Format

Value	Count	Frequency (%)
	14	87.5%
‬	2	12.5%

Space Separator

Value	Count	Frequency (%)
	277786	100.0%

Connector Punctuation

Value	Count	Frequency (%)
_	72	100.0%

Currency Symbol

Value	Count	Frequency (%)
$	31	100.0%

Other Number

Value	Count	Frequency (%)
²	1	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	1845383	80.5%
Common	406675	17.7%
Cyrillic	18965	0.8%
Han	13340	0.6%
Katakana	5077	0.2%
Hiragana	3518	0.2%
Inherited	102	< 0.1%
Greek	80	< 0.1%
Hangul	47	< 0.1%
Arabic	44	< 0.1%
Other values (3)	49	< 0.1%

Most frequent character per script

Han

Value	Count	Frequency (%)
的	291	2.2%
愛	235	1.8%
我	193	1.4%
曲	134	1.0%
選	134	1.0%
精	132	1.0%
你	124	0.9%
劇	117	0.9%
人	111	0.8%
一	109	0.8%
Other values (1537)	11760	88.2%

Latin

Value	Count	Frequency (%)
e	184978	10.0%
a	142803	7.7%
o	138424	7.5%
i	127748	6.9%
n	106159	5.8%
r	105849	5.7%
s	96731	5.2%
t	96378	5.2%
l	79067	4.3%
u	52306	2.8%
Other values (144)	714940	38.7%

Common

Value	Count	Frequency (%)
	277786	68.3%
2	18813	4.6%
(	17382	4.3%
)	17381	4.3%
0	12475	3.1%
.	9198	2.3%
1	6993	1.7%
-	6981	1.7%
'	5195	1.3%
,	4878	1.2%
Other values (77)	29593	7.3%

Katakana

Value	Count	Frequency (%)
ン	399	7.9%
ル	287	5.7%
ト	255	5.0%
ス	210	4.1%
ク	179	3.5%
ア	169	3.3%
ラ	166	3.3%
イ	160	3.2%
リ	151	3.0%
ナ	145	2.9%
Other values (68)	2956	58.2%

Hiragana

Value	Count	Frequency (%)
の	375	10.7%
い	223	6.3%
た	176	5.0%
な	155	4.4%
し	143	4.1%
と	134	3.8%
て	127	3.6%
に	119	3.4%
る	110	3.1%
は	106	3.0%
Other values (60)	1850	52.6%

Cyrillic

Value	Count	Frequency (%)
а	1613	8.5%
е	1611	8.5%
о	1439	7.6%
н	1314	6.9%
с	1289	6.8%
и	1226	6.5%
р	896	4.7%
т	894	4.7%
к	749	3.9%
л	727	3.8%
Other values (53)	7207	38.0%

Greek

Value	Count	Frequency (%)
φ	27	33.8%
α	6	7.5%
Ξ	5	6.2%
ς	4	5.0%
μ	3	3.8%
Ψ	3	3.8%
ε	2	2.5%
ή	2	2.5%
τ	2	2.5%
ό	2	2.5%
Other values (16)	24	30.0%

Malayalam

Value	Count	Frequency (%)
േ	5	13.2%
ു	4	10.5%
ന	4	10.5%
യ	3	7.9%
്	3	7.9%
ാ	3	7.9%
ത	2	5.3%
ര	2	5.3%
വ	2	5.3%
ശ	2	5.3%
Other values (8)	8	21.1%

Hangul

Value	Count	Frequency (%)
이	8	17.0%
신	6	12.8%
당	4	8.5%
잠	4	8.5%
든	4	8.5%
사	4	8.5%
에	4	8.5%
공	2	4.3%
감	2	4.3%
곡	2	4.3%
Other values (6)	7	14.9%

Arabic

Value	Count	Frequency (%)
ا	8	18.2%
ی	6	13.6%
چ	4	9.1%
ه	4	9.1%
و	4	9.1%
ت	4	9.1%
ر	4	9.1%
ک	4	9.1%
ل	4	9.1%
م	2	4.5%

Inherited

Value	Count	Frequency (%)
゙	57	55.9%
̆	13	12.7%
́	12	11.8%
゚	8	7.8%
̈	6	5.9%
̀	2	2.0%
️	2	2.0%
̊	1	1.0%
̃	1	1.0%

Thai

Value	Count	Frequency (%)
แ	1	20.0%
ค	1	20.0%
่	1	20.0%
ก	1	20.0%
ู	1	20.0%

Devanagari

Value	Count	Frequency (%)
न	6	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	2236463	97.5%
Cyrillic	18965	0.8%
CJK	13319	0.6%
Latin 1 Sup	12203	0.5%
Katakana	5702	0.2%
Hiragana	3583	0.2%
Latin Ext A	1568	0.1%
None	747	< 0.1%
Punctuation	455	< 0.1%
Hangul	47	< 0.1%
Other values (14)	228	< 0.1%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	277786	12.4%
e	184978	8.3%
a	142803	6.4%
o	138424	6.2%
i	127748	5.7%
n	106159	4.7%
r	105849	4.7%
s	96731	4.3%
t	96378	4.3%
l	79067	3.5%
Other values (83)	880540	39.4%

Cyrillic

Value	Count	Frequency (%)
а	1613	8.5%
е	1611	8.5%
о	1439	7.6%
н	1314	6.9%
с	1289	6.8%
и	1226	6.5%
р	896	4.7%
т	894	4.7%
к	749	3.9%
л	727	3.8%
Other values (53)	7207	38.0%

Latin 1 Sup

Value	Count	Frequency (%)
ó	1193	9.8%
ã	1163	9.5%
á	1148	9.4%
é	1070	8.8%
ç	845	6.9%
ú	836	6.9%
ñ	745	6.1%
ü	728	6.0%
í	718	5.9%
ä	620	5.1%
Other values (57)	3137	25.7%

Latin Ext A

Value	Count	Frequency (%)
ı	672	42.9%
ş	239	15.2%
İ	132	8.4%
ğ	111	7.1%
Ş	106	6.8%
ę	45	2.9%
ł	34	2.2%
ż	28	1.8%
ś	22	1.4%
Ś	22	1.4%
Other values (24)	157	10.0%

Katakana

Value	Count	Frequency (%)
ン	399	7.0%
ー	396	6.9%
ル	287	5.0%
ト	255	4.5%
・	229	4.0%
ス	210	3.7%
ク	179	3.1%
ア	169	3.0%
ラ	166	2.9%
イ	160	2.8%
Other values (70)	3252	57.0%

Hiragana

Value	Count	Frequency (%)
の	375	10.5%
い	223	6.2%
た	176	4.9%
な	155	4.3%
し	143	4.0%
と	134	3.7%
て	127	3.5%
に	119	3.3%
る	110	3.1%
は	106	3.0%
Other values (62)	1915	53.4%

CJK

Value	Count	Frequency (%)
的	291	2.2%
愛	235	1.8%
我	193	1.4%
曲	134	1.0%
選	134	1.0%
精	132	1.0%
你	124	0.9%
劇	117	0.9%
人	111	0.8%
一	109	0.8%
Other values (1535)	11739	88.1%

Punctuation

Value	Count	Frequency (%)
’	205	45.1%
–	60	13.2%
“	54	11.9%
…	48	10.5%
”	46	10.1%
	14	3.1%
•	6	1.3%
‘	6	1.3%
―	6	1.3%
—	4	0.9%
Other values (3)	6	1.3%

None

Value	Count	Frequency (%)
〜	185	24.8%
、	97	13.0%
《	54	7.2%
》	54	7.2%
」	51	6.8%
「	51	6.8%
。	46	6.2%
『	43	5.8%
』	43	5.8%
φ	27	3.6%
Other values (31)	96	12.9%

IPA Ext

Value	Count	Frequency (%)
ə	20	100.0%

Number Forms

Value	Count	Frequency (%)
Ⅱ	15	78.9%
Ⅲ	4	21.1%

Misc Symbols

Value	Count	Frequency (%)
☆	14	70.0%
★	4	20.0%
♡	2	10.0%

Diacriticals

Value	Count	Frequency (%)
̆	13	37.1%
́	12	34.3%
̈	6	17.1%
̀	2	5.7%
̊	1	2.9%
̃	1	2.9%

Math Operators

Value	Count	Frequency (%)
≠	10	90.9%
∀	1	9.1%

Hangul

Value	Count	Frequency (%)
이	8	17.0%
신	6	12.8%
당	4	8.5%
잠	4	8.5%
든	4	8.5%
사	4	8.5%
에	4	8.5%
공	2	4.3%
감	2	4.3%
곡	2	4.3%
Other values (6)	7	14.9%

Arabic

Value	Count	Frequency (%)
ا	8	18.2%
ی	6	13.6%
چ	4	9.1%
ه	4	9.1%
و	4	9.1%
ت	4	9.1%
ر	4	9.1%
ک	4	9.1%
ل	4	9.1%
م	2	4.5%

Devanagari

Value	Count	Frequency (%)
न	6	100.0%

Latin Ext Additional

Value	Count	Frequency (%)
ộ	6	26.1%
ạ	6	26.1%
ứ	3	13.0%
ỉ	2	8.7%
ể	2	8.7%
ồ	2	8.7%
ặ	2	8.7%

Malayalam

Value	Count	Frequency (%)
േ	5	13.2%
ു	4	10.5%
ന	4	10.5%
യ	3	7.9%
്	3	7.9%
ാ	3	7.9%
ത	2	5.3%
ര	2	5.3%
വ	2	5.3%
ശ	2	5.3%
Other values (8)	8	21.1%

Dingbats

Value	Count	Frequency (%)
❤	2	66.7%
❀	1	33.3%

VS

Value	Count	Frequency (%)
️	2	100.0%

Geometric Shapes

Value	Count	Frequency (%)
●	1	100.0%

Thai

Value	Count	Frequency (%)
แ	1	20.0%
ค	1	20.0%
่	1	20.0%
ก	1	20.0%
ู	1	20.0%

Modifier Letters

Value	Count	Frequency (%)
˚	1	100.0%

track_name
Text

Distinct	73608
Distinct (%)	64.6%
Missing	1
Missing (%)	< 0.1%
Memory size	890.8 KiB

Length

Max length	511
Median length	146
Mean length	17.994684
Min length	1

Characters and Unicode

Total characters	2051376
Distinct characters	2417
Distinct categories	23 ?
Distinct scripts	13 ?
Distinct blocks	29 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	55711 ?
Unique (%)	48.9%

Sample

1st row	Comedy
2nd row	Ghost - Acoustic
3rd row	To Begin Again
4th row	Can't Help Falling In Love
5th row	Hold On

Value	Count	Frequency (%)
	19654	5.1%
the	9471	2.5%
you	4292	1.1%
me	3716	1.0%
a	3696	1.0%
of	3605	0.9%
i	3409	0.9%
in	3180	0.8%
vivo	3158	0.8%
remix	2984	0.8%
Other values (50550)	328614	85.2%

Most occurring characters

Value	Count	Frequency (%)
	271780	13.2%
e	174853	8.5%
a	136251	6.6%
o	122444	6.0%
i	109433	5.3%
n	94021	4.6%
r	92079	4.5%
t	81895	4.0%
s	67733	3.3%
l	63149	3.1%
Other values (2407)	837738	40.8%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	1322573	64.5%
Uppercase Letter	342166	16.7%
Space Separator	271780	13.2%
Other Punctuation	30401	1.5%
Other Letter	23202	1.1%
Decimal Number	21475	1.0%
Dash Punctuation	17861	0.9%
Open Punctuation	10046	0.5%
Close Punctuation	10043	0.5%
Modifier Letter	616	< 0.1%
Other values (13)	1213	0.1%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
の	486	2.1%
ン	431	1.9%
的	344	1.5%
イ	305	1.3%
い	282	1.2%
你	236	1.0%
愛	230	1.0%
ス	219	0.9%
な	217	0.9%
ル	216	0.9%
Other values (2056)	20236	87.2%

Lowercase Letter

Value	Count	Frequency (%)
e	174853	13.2%
a	136251	10.3%
o	122444	9.3%
i	109433	8.3%
n	94021	7.1%
r	92079	7.0%
t	81895	6.2%
s	67733	5.1%
l	63149	4.8%
u	47642	3.6%
Other values (135)	333073	25.2%

Uppercase Letter

Value	Count	Frequency (%)
S	27792	8.1%
T	25354	7.4%
M	24538	7.2%
A	24257	7.1%
L	18809	5.5%
C	18140	5.3%
R	17783	5.2%
D	17415	5.1%
B	16803	4.9%
I	15197	4.4%
Other values (84)	136078	39.8%

Other Punctuation

Value	Count	Frequency (%)
.	7423	24.4%
'	6630	21.8%
,	4558	15.0%
"	3525	11.6%
/	2376	7.8%
:	1968	6.5%
&	1478	4.9%
!	1110	3.7%
?	780	2.6%
・	169	0.6%
Other values (11)	384	1.3%

Nonspacing Mark

Value	Count	Frequency (%)
́	50	36.0%
゙	26	18.7%
̃	14	10.1%
̧	12	8.6%
̈	9	6.5%
̂	7	5.0%
゚	5	3.6%
̆	5	3.6%
̊	3	2.2%
️	2	1.4%
Other values (5)	6	4.3%

Decimal Number

Value	Count	Frequency (%)
0	4889	22.8%
2	4797	22.3%
1	3921	18.3%
9	2029	9.4%
3	1105	5.1%
4	1105	5.1%
5	1068	5.0%
8	887	4.1%
7	859	4.0%
6	815	3.8%

Math Symbol

Value	Count	Frequency (%)
+	90	36.6%
~	52	21.1%
\|	51	20.7%
=	20	8.1%
>	16	6.5%
<	12	4.9%
→	2	0.8%
∀	1	0.4%
≠	1	0.4%
×	1	0.4%

Open Punctuation

Value	Count	Frequency (%)
(	9568	95.2%
[	358	3.6%
《	77	0.8%
「	35	0.3%
『	3	< 0.1%
【	2	< 0.1%
{	1	< 0.1%
„	1	< 0.1%
〔	1	< 0.1%

Other Symbol

Value	Count	Frequency (%)
☆	11	28.9%
°	11	28.9%
♡	8	21.1%
®	2	5.3%
❤	2	5.3%
●	1	2.6%
⌘	1	2.6%
★	1	2.6%
△	1	2.6%

Close Punctuation

Value	Count	Frequency (%)
)	9567	95.3%
]	357	3.6%
》	77	0.8%
」	35	0.3%
』	3	< 0.1%
】	2	< 0.1%
}	1	< 0.1%
〕	1	< 0.1%

Dash Punctuation

Value	Count	Frequency (%)
-	17711	99.2%
〜	112	0.6%
–	26	0.1%
—	10	0.1%
―	2	< 0.1%

Modifier Symbol

Value	Count	Frequency (%)
´	62	80.5%
`	13	16.9%
˙	1	1.3%
^	1	1.3%

Final Punctuation

Value	Count	Frequency (%)
’	415	88.1%
”	46	9.8%
»	10	2.1%

Initial Punctuation

Value	Count	Frequency (%)
‘	76	55.1%
“	52	37.7%
«	10	7.2%

Format

Value	Count	Frequency (%)
‬	8	80.0%
‌	1	10.0%
	1	10.0%

Modifier Letter

Value	Count	Frequency (%)
ー	603	97.9%
々	13	2.1%

Currency Symbol

Value	Count	Frequency (%)
$	56	98.2%
₿	1	1.8%

Other Number

Value	Count	Frequency (%)
½	2	66.7%
²	1	33.3%

Letter Number

Value	Count	Frequency (%)
Ⅱ	2	66.7%
〇	1	33.3%

Space Separator

Value	Count	Frequency (%)
	271780	100.0%

Connector Punctuation

Value	Count	Frequency (%)
_	29	100.0%

Private Use

Value	Count	Frequency (%)
	1	100.0%

Control

Value	Count	Frequency (%)
	1	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	1652883	80.6%
Common	363278	17.7%
Han	13773	0.7%
Cyrillic	11823	0.6%
Katakana	5060	0.2%
Hiragana	4279	0.2%
Inherited	138	< 0.1%
Hangul	66	< 0.1%
Greek	42	< 0.1%
Arabic	26	< 0.1%
Other values (3)	8	< 0.1%

Most frequent character per script

Han

Value	Count	Frequency (%)
的	344	2.5%
你	236	1.7%
愛	230	1.7%
我	207	1.5%
曲	204	1.5%
人	201	1.5%
一	158	1.1%
不	131	1.0%
劇	122	0.9%
電	115	0.8%
Other values (1836)	11825	85.9%

Latin

Value	Count	Frequency (%)
e	174853	10.6%
a	136251	8.2%
o	122444	7.4%
i	109433	6.6%
n	94021	5.7%
r	92079	5.6%
t	81895	5.0%
s	67733	4.1%
l	63149	3.8%
u	47642	2.9%
Other values (144)	663383	40.1%

Common

Value	Count	Frequency (%)
	271780	74.8%
-	17711	4.9%
(	9568	2.6%
)	9567	2.6%
.	7423	2.0%
'	6630	1.8%
0	4889	1.3%
2	4797	1.3%
,	4558	1.3%
1	3921	1.1%
Other values (82)	22434	6.2%

Katakana

Value	Count	Frequency (%)
ン	431	8.5%
イ	305	6.0%
ス	219	4.3%
ル	216	4.3%
ラ	204	4.0%
ト	165	3.3%
ア	147	2.9%
シ	141	2.8%
ク	133	2.6%
リ	132	2.6%
Other values (69)	2967	58.6%

Hiragana

Value	Count	Frequency (%)
の	486	11.4%
い	282	6.6%
な	217	5.1%
た	165	3.9%
に	135	3.2%
て	132	3.1%
る	129	3.0%
か	122	2.9%
ら	118	2.8%
し	111	2.6%
Other values (63)	2382	55.7%

Cyrillic

Value	Count	Frequency (%)
а	1031	8.7%
о	988	8.4%
е	903	7.6%
и	703	5.9%
н	676	5.7%
р	584	4.9%
т	536	4.5%
л	521	4.4%
с	495	4.2%
к	419	3.5%
Other values (53)	4967	42.0%

Hangul

Value	Count	Frequency (%)
강	3	4.5%
일	3	4.5%
이	3	4.5%
신	2	3.0%
청	2	3.0%
곡	2	3.0%
긴	2	3.0%
밤	2	3.0%
타	2	3.0%
스	2	3.0%
Other values (38)	43	65.2%

Greek

Value	Count	Frequency (%)
ο	4	9.5%
τ	3	7.1%
ι	3	7.1%
Ψ	3	7.1%
Σ	3	7.1%
Ξ	3	7.1%
Χ	3	7.1%
ε	2	4.8%
φ	2	4.8%
Δ	1	2.4%
Other values (15)	15	35.7%

Arabic

Value	Count	Frequency (%)
د	4	15.4%
م	3	11.5%
ر	3	11.5%
ع	2	7.7%
ن	2	7.7%
ا	2	7.7%
ه	1	3.8%
ق	1	3.8%
ب	1	3.8%
س	1	3.8%
Other values (6)	6	23.1%

Inherited

Value	Count	Frequency (%)
́	50	36.2%
゙	26	18.8%
̃	14	10.1%
̧	12	8.7%
̈	9	6.5%
̂	7	5.1%
゚	5	3.6%
̆	5	3.6%
̊	3	2.2%
️	2	1.4%
Other values (4)	5	3.6%

Thai

Value	Count	Frequency (%)
่	1	20.0%
ค	1	20.0%
แ	1	20.0%
ก	1	20.0%
ู	1	20.0%

Devanagari

Value	Count	Frequency (%)
न	2	100.0%

Unknown

Value	Count	Frequency (%)
	1	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	2000174	97.5%
CJK	13759	0.7%
Latin 1 Sup	12608	0.6%
Cyrillic	11823	0.6%
Katakana	5832	0.3%
Hiragana	4310	0.2%
Latin Ext A	1431	0.1%
Punctuation	676	< 0.1%
None	482	< 0.1%
Diacriticals	104	< 0.1%
Other values (19)	177	< 0.1%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	271780	13.6%
e	174853	8.7%
a	136251	6.8%
o	122444	6.1%
i	109433	5.5%
n	94021	4.7%
r	92079	4.6%
t	81895	4.1%
s	67733	3.4%
l	63149	3.2%
Other values (84)	786536	39.3%

Latin 1 Sup

Value	Count	Frequency (%)
é	1544	12.2%
ã	1400	11.1%
á	1111	8.8%
ó	1100	8.7%
í	896	7.1%
ç	843	6.7%
ä	663	5.3%
ê	604	4.8%
ü	577	4.6%
ú	528	4.2%
Other values (55)	3342	26.5%

Cyrillic

Value	Count	Frequency (%)
а	1031	8.7%
о	988	8.4%
е	903	7.6%
и	703	5.9%
н	676	5.7%
р	584	4.9%
т	536	4.5%
л	521	4.4%
с	495	4.2%
к	419	3.5%
Other values (53)	4967	42.0%

Katakana

Value	Count	Frequency (%)
ー	603	10.3%
ン	431	7.4%
イ	305	5.2%
ス	219	3.8%
ル	216	3.7%
ラ	204	3.5%
・	169	2.9%
ト	165	2.8%
ア	147	2.5%
シ	141	2.4%
Other values (71)	3232	55.4%

Latin Ext A

Value	Count	Frequency (%)
ı	588	41.1%
ş	203	14.2%
İ	116	8.1%
ğ	109	7.6%
Ş	72	5.0%
ł	55	3.8%
ę	43	3.0%
ś	26	1.8%
ą	23	1.6%
ě	23	1.6%
Other values (25)	173	12.1%

Hiragana

Value	Count	Frequency (%)
の	486	11.3%
い	282	6.5%
な	217	5.0%
た	165	3.8%
に	135	3.1%
て	132	3.1%
る	129	3.0%
か	122	2.8%
ら	118	2.7%
し	111	2.6%
Other values (65)	2413	56.0%

Punctuation

Value	Count	Frequency (%)
’	415	61.4%
‘	76	11.2%
“	52	7.7%
”	46	6.8%
…	39	5.8%
–	26	3.8%
—	10	1.5%
‬	8	1.2%
―	2	0.3%
‌	1	0.1%

CJK

Value	Count	Frequency (%)
的	344	2.5%
你	236	1.7%
愛	230	1.7%
我	207	1.5%
曲	204	1.5%
人	201	1.5%
一	158	1.1%
不	131	1.0%
劇	122	0.9%
電	115	0.8%
Other values (1834)	11811	85.8%

None

Value	Count	Frequency (%)
〜	112	23.2%
》	77	16.0%
《	77	16.0%
、	58	12.0%
「	35	7.3%
」	35	7.3%
。	20	4.1%
々	13	2.7%
ο	4	0.8%
τ	3	0.6%
Other values (30)	48	10.0%

Diacriticals

Value	Count	Frequency (%)
́	50	48.1%
̃	14	13.5%
̧	12	11.5%
̈	9	8.7%
̂	7	6.7%
̆	5	4.8%
̊	3	2.9%
̀	2	1.9%
̌	1	1.0%
̇	1	1.0%

Misc Symbols

Value	Count	Frequency (%)
☆	11	55.0%
♡	8	40.0%
★	1	5.0%

IPA Ext

Value	Count	Frequency (%)
ə	10	100.0%

Latin Ext B

Value	Count	Frequency (%)
ǎ	6	33.3%
ǐ	5	27.8%
ơ	2	11.1%
ư	2	11.1%
ǔ	2	11.1%
ǒ	1	5.6%

Arabic

Value	Count	Frequency (%)
د	4	15.4%
م	3	11.5%
ر	3	11.5%
ع	2	7.7%
ن	2	7.7%
ا	2	7.7%
ه	1	3.8%
ق	1	3.8%
ب	1	3.8%
س	1	3.8%
Other values (6)	6	23.1%

Hangul

Value	Count	Frequency (%)
강	3	4.5%
일	3	4.5%
이	3	4.5%
신	2	3.0%
청	2	3.0%
곡	2	3.0%
긴	2	3.0%
밤	2	3.0%
타	2	3.0%
스	2	3.0%
Other values (38)	43	65.2%

Latin Ext Additional

Value	Count	Frequency (%)
ứ	3	23.1%
ớ	2	15.4%
ặ	2	15.4%
ộ	2	15.4%
ạ	2	15.4%
ồ	2	15.4%

Devanagari

Value	Count	Frequency (%)
न	2	100.0%

Number Forms

Value	Count	Frequency (%)
Ⅱ	2	100.0%

VS

Value	Count	Frequency (%)
️	2	100.0%

Dingbats

Value	Count	Frequency (%)
❤	2	100.0%

Arrows

Value	Count	Frequency (%)
→	2	100.0%

Geometric Shapes

Value	Count	Frequency (%)
●	1	50.0%
△	1	50.0%

Thai

Value	Count	Frequency (%)
่	1	20.0%
ค	1	20.0%
แ	1	20.0%
ก	1	20.0%
ู	1	20.0%

Misc Technical

Value	Count	Frequency (%)
⌘	1	100.0%

Currency Symbols

Value	Count	Frequency (%)
₿	1	100.0%

PUA

Value	Count	Frequency (%)
	1	100.0%

Math Operators

Value	Count	Frequency (%)
∀	1	50.0%
≠	1	50.0%

Arabic PF B

Value	Count	Frequency (%)
	1	100.0%

Modifier Letters

Value	Count	Frequency (%)
˙	1	100.0%

popularity
Real number (ℝ)

ZEROS

Distinct	101
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	33.238535

Minimum	0
Maximum	100
Zeros	16020
Zeros (%)	14.1%
Negative	0
Negative (%)	0.0%
Memory size	890.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	17
median	35
Q3	50
95-th percentile	69
Maximum	100
Range	100
Interquartile range (IQR)	33

Descriptive statistics

Standard deviation	22.305078
Coefficient of variation (CV)	0.67106082
Kurtosis	-0.92775532
Mean	33.238535
Median Absolute Deviation (MAD)	16
Skewness	0.046402516
Sum	3789193
Variance	497.51653
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	16020	14.1%
22	2354	2.1%
21	2344	2.1%
44	2288	2.0%
1	2140	1.9%
23	2117	1.9%
20	2110	1.9%
43	2073	1.8%
45	2004	1.8%
41	1996	1.8%
Other values (91)	78554	68.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	16020	14.1%
1	2140	1.9%
2	1036	0.9%
3	585	0.5%
4	389	0.3%
5	599	0.5%
6	426	0.4%
7	465	0.4%
8	544	0.5%
9	525	0.5%

Value	Count	Frequency (%)
100	2	< 0.1%
99	1	< 0.1%
98	7	< 0.1%
97	8	< 0.1%
96	7	< 0.1%
95	5	< 0.1%
94	7	< 0.1%
93	12	< 0.1%
92	9	< 0.1%
91	10	< 0.1%

duration_ms
Real number (ℝ)

Distinct	50697
Distinct (%)	44.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	228029.15

Minimum	0
Maximum	5237295
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	890.8 KiB

Quantile statistics

Minimum	0
5-th percentile	116920
Q1	174066
median	212906
Q3	261506
95-th percentile	387167.1
Maximum	5237295
Range	5237295
Interquartile range (IQR)	87440

Descriptive statistics

Standard deviation	107297.71
Coefficient of variation (CV)	0.47054384
Kurtosis	354.95242
Mean	228029.15
Median Absolute Deviation (MAD)	42760
Skewness	11.195181
Sum	2.5995323 × 10¹⁰
Variance	1.1512799 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
162897	146	0.1%
180000	104	0.1%
192000	91	0.1%
240000	84	0.1%
118840	76	0.1%
172342	75	0.1%
227520	71	0.1%
131733	70	0.1%
243057	66	0.1%
175986	63	0.1%
Other values (50687)	113154	99.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	< 0.1%
8586	1	< 0.1%
13386	1	< 0.1%
15800	1	< 0.1%
17453	1	< 0.1%
17826	2	< 0.1%
21120	1	< 0.1%
21240	1	< 0.1%
22266	1	< 0.1%
23506	2	< 0.1%

Value	Count	Frequency (%)
5237295	1	< 0.1%
4789026	2	< 0.1%
4730302	1	< 0.1%
4563897	1	< 0.1%
4447520	1	< 0.1%
4339826	1	< 0.1%
4334721	1	< 0.1%
4246206	1	< 0.1%
4120258	1	< 0.1%
3876276	2	< 0.1%

explicit
Boolean

IMBALANCE

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	111.5 KiB

False	104253
True	9747

Common Values (Table)
Common Values (Plot)

Value	Count	Frequency (%)
False	104253	91.5%
True	9747	8.6%

danceability
Real number (ℝ)

Distinct	1174
Distinct (%)	1.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.56680007

Minimum	0
Maximum	0.985
Zeros	157
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	890.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0.25
Q1	0.456
median	0.58
Q3	0.695
95-th percentile	0.824
Maximum	0.985
Range	0.985
Interquartile range (IQR)	0.239

Descriptive statistics

Standard deviation	0.17354217
Coefficient of variation (CV)	0.30617882
Kurtosis	-0.18450245
Mean	0.56680007
Median Absolute Deviation (MAD)	0.119
Skewness	-0.39949663
Sum	64615.208
Variance	0.030116886
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.647	431	0.4%
0.609	357	0.3%
0.579	347	0.3%
0.685	335	0.3%
0.602	334	0.3%
0.524	317	0.3%
0.689	315	0.3%
0.598	312	0.3%
0.607	307	0.3%
0.626	306	0.3%
Other values (1164)	110639	97.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	157	0.1%
0.0513	1	< 0.1%
0.0532	1	< 0.1%
0.0545	1	< 0.1%
0.0548	1	< 0.1%
0.055	1	< 0.1%
0.0555	1	< 0.1%
0.0558	1	< 0.1%
0.0562	1	< 0.1%
0.0565	2	< 0.1%

Value	Count	Frequency (%)
0.985	1	< 0.1%
0.984	1	< 0.1%
0.983	1	< 0.1%
0.982	1	< 0.1%
0.981	2	< 0.1%
0.98	2	< 0.1%
0.979	2	< 0.1%
0.978	3	< 0.1%
0.977	1	< 0.1%
0.976	4	< 0.1%

energy
Real number (ℝ)

HIGH CORRELATION

Distinct	2083
Distinct (%)	1.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.64138276

Minimum	0
Maximum	1
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	890.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0.154
Q1	0.472
median	0.685
Q3	0.854
95-th percentile	0.969
Maximum	1
Range	1
Interquartile range (IQR)	0.382

Descriptive statistics

Standard deviation	0.25152907
Coefficient of variation (CV)	0.39216687
Kurtosis	-0.52571082
Mean	0.64138276
Median Absolute Deviation (MAD)	0.186
Skewness	-0.59700142
Sum	73117.634
Variance	0.063266872
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.876	318	0.3%
0.937	269	0.2%
0.931	261	0.2%
0.886	258	0.2%
0.801	258	0.2%
0.948	254	0.2%
0.858	254	0.2%
0.961	254	0.2%
0.92	240	0.2%
0.981	238	0.2%
Other values (2073)	111396	97.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	< 0.1%
1.95 × 10^-5	1	< 0.1%
2.01 × 10^-5	13	< 0.1%
2.02 × 10^-5	4	< 0.1%
2.03 × 10^-5	34	< 0.1%
2.82 × 10^-5	1	< 0.1%
3.05 × 10^-5	1	< 0.1%
3.61 × 10^-5	1	< 0.1%
4.28 × 10^-5	3	< 0.1%
5.9 × 10^-5	2	< 0.1%

Value	Count	Frequency (%)
1	28	< 0.1%
0.999	100	0.1%
0.998	149	0.1%
0.997	165	0.1%
0.996	159	0.1%
0.995	229	0.2%
0.994	173	0.2%
0.993	184	0.2%
0.992	161	0.1%
0.991	200	0.2%

key
Real number (ℝ)

ZEROS

Distinct	12
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.3091404

Minimum	0
Maximum	11
Zeros	13061
Zeros (%)	11.5%
Negative	0
Negative (%)	0.0%
Memory size	890.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2
median	5
Q3	8
95-th percentile	11
Maximum	11
Range	11
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	3.5599871
Coefficient of variation (CV)	0.67053928
Kurtosis	-1.2765712
Mean	5.3091404
Median Absolute Deviation (MAD)	3
Skewness	-0.0085003605
Sum	605242
Variance	12.673508
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
7	13245	11.6%
0	13061	11.5%
2	11644	10.2%
9	11313	9.9%
1	10772	9.4%
5	9368	8.2%
11	9282	8.1%
4	9008	7.9%
6	7921	6.9%
10	7456	6.5%
Other values (2)	10930	9.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	13061	11.5%
1	10772	9.4%
2	11644	10.2%
3	3570	3.1%
4	9008	7.9%
5	9368	8.2%
6	7921	6.9%
7	13245	11.6%
8	7360	6.5%
9	11313	9.9%

Value	Count	Frequency (%)
11	9282	8.1%
10	7456	6.5%
9	11313	9.9%
8	7360	6.5%
7	13245	11.6%
6	7921	6.9%
5	9368	8.2%
4	9008	7.9%
3	3570	3.1%
2	11644	10.2%

loudness
Real number (ℝ)

HIGH CORRELATION

Distinct	19480
Distinct (%)	17.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-8.2589604

Minimum	-49.531
Maximum	4.532
Zeros	0
Zeros (%)	0.0%
Negative	113910
Negative (%)	99.9%
Memory size	890.8 KiB

Quantile statistics

Minimum	-49.531
5-th percentile	-18.067
Q1	-10.013
median	-7.004
Q3	-5.003
95-th percentile	-2.974
Maximum	4.532
Range	54.063
Interquartile range (IQR)	5.01

Descriptive statistics

Standard deviation	5.0293366
Coefficient of variation (CV)	-0.60895517
Kurtosis	5.8962782
Mean	-8.2589604
Median Absolute Deviation (MAD)	2.343
Skewness	-2.0065419
Sum	-941521.48
Variance	25.294227
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-5.662	176	0.2%
-4.457	90	0.1%
-9.336	86	0.1%
-7.57	77	0.1%
-4.034	75	0.1%
-8.871	74	0.1%
-3.725	72	0.1%
-4.324	70	0.1%
-5.08	64	0.1%
-12.472	64	0.1%
Other values (19470)	113152	99.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-49.531	1	< 0.1%
-49.307	1	< 0.1%
-46.591	1	< 0.1%
-46.251	1	< 0.1%
-43.957	1	< 0.1%
-43.943	1	< 0.1%
-43.714	1	< 0.1%
-43.504	1	< 0.1%
-43.303	1	< 0.1%
-43.046	3	< 0.1%

Value	Count	Frequency (%)
4.532	1	< 0.1%
3.156	1	< 0.1%
2.574	1	< 0.1%
1.864	1	< 0.1%
1.821	1	< 0.1%
1.795	1	< 0.1%
1.7	1	< 0.1%
1.682	1	< 0.1%
1.673	1	< 0.1%
1.416	1	< 0.1%

mode
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	890.8 KiB

1	72681
0	41319

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	114000
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	1
3rd row	1
4th row	1
5th row	1

Common Values

Value	Count	Frequency (%)
1	72681	63.8%
0	41319	36.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1	72681	63.8%
0	41319	36.2%

Most occurring characters

Value	Count	Frequency (%)
1	72681	63.8%
0	41319	36.2%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	114000	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
1	72681	63.8%
0	41319	36.2%

Most occurring scripts

Value	Count	Frequency (%)
Common	114000	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
1	72681	63.8%
0	41319	36.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	114000	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
1	72681	63.8%
0	41319	36.2%

speechiness
Real number (ℝ)

Distinct	1489
Distinct (%)	1.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.084652112

Minimum	0
Maximum	0.965
Zeros	157
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	890.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0.0282
Q1	0.0359
median	0.0489
Q3	0.0845
95-th percentile	0.268
Maximum	0.965
Range	0.965
Interquartile range (IQR)	0.0486

Descriptive statistics

Standard deviation	0.10573236
Coefficient of variation (CV)	1.2490222
Kurtosis	28.824377
Mean	0.084652112
Median Absolute Deviation (MAD)	0.0165
Skewness	4.647516
Sum	9650.3408
Variance	0.011179333
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0323	400	0.4%
0.0324	376	0.3%
0.0322	373	0.3%
0.0328	363	0.3%
0.0295	358	0.3%
0.0321	352	0.3%
0.033	347	0.3%
0.0367	346	0.3%
0.0326	340	0.3%
0.0306	332	0.3%
Other values (1479)	110413	96.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	157	0.1%
0.0221	3	< 0.1%
0.0222	1	< 0.1%
0.0223	3	< 0.1%
0.0225	2	< 0.1%
0.0226	2	< 0.1%
0.0227	3	< 0.1%
0.0228	5	< 0.1%
0.0229	1	< 0.1%
0.023	9	< 0.1%

Value	Count	Frequency (%)
0.965	1	< 0.1%
0.963	2	< 0.1%
0.962	6	< 0.1%
0.961	2	< 0.1%
0.96	3	< 0.1%
0.959	6	< 0.1%
0.958	6	< 0.1%
0.957	8	< 0.1%
0.956	7	< 0.1%
0.955	11	< 0.1%

acousticness
Real number (ℝ)

HIGH CORRELATION

Distinct	5061
Distinct (%)	4.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.31491006

Minimum	0
Maximum	0.996
Zeros	39
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	890.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0.000145
Q1	0.0169
median	0.169
Q3	0.598
95-th percentile	0.948
Maximum	0.996
Range	0.996
Interquartile range (IQR)	0.5811

Descriptive statistics

Standard deviation	0.3325227
Coefficient of variation (CV)	1.0559291
Kurtosis	-0.94993129
Mean	0.31491006
Median Absolute Deviation (MAD)	0.1675
Skewness	0.72729486
Sum	35899.747
Variance	0.11057135
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.995	305	0.3%
0.993	267	0.2%
0.994	266	0.2%
0.992	250	0.2%
0.991	218	0.2%
0.131	206	0.2%
0.881	204	0.2%
0.108	195	0.2%
0.107	190	0.2%
0.99	189	0.2%
Other values (5051)	111710	98.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	39	< 0.1%
1 × 10^-6	1	< 0.1%
1.01 × 10^-6	4	< 0.1%
1.02 × 10^-6	1	< 0.1%
1.03 × 10^-6	2	< 0.1%
1.04 × 10^-6	4	< 0.1%
1.06 × 10^-6	5	< 0.1%
1.07 × 10^-6	4	< 0.1%
1.08 × 10^-6	2	< 0.1%
1.09 × 10^-6	1	< 0.1%

Value	Count	Frequency (%)
0.996	103	0.1%
0.995	305	0.3%
0.994	266	0.2%
0.993	267	0.2%
0.992	250	0.2%
0.991	218	0.2%
0.99	189	0.2%
0.989	177	0.2%
0.988	150	0.1%
0.987	158	0.1%

instrumentalness
Real number (ℝ)

ZEROS

Distinct	5346
Distinct (%)	4.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.15604959

Minimum	0
Maximum	1
Zeros	38763
Zeros (%)	34.0%
Negative	0
Negative (%)	0.0%
Memory size	890.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	4.16 × 10^-5
Q3	0.049
95-th percentile	0.904
Maximum	1
Range	1
Interquartile range (IQR)	0.049

Descriptive statistics

Standard deviation	0.30955485
Coefficient of variation (CV)	1.9836954
Kurtosis	1.2707471
Mean	0.15604959
Median Absolute Deviation (MAD)	4.16 × 10^-5
Skewness	1.7344062
Sum	17789.653
Variance	0.095824204
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	38763	34.0%
3.59 × 10^-5	166	0.1%
0.895	122	0.1%
0.905	122	0.1%
0.934	121	0.1%
0.922	118	0.1%
0.911	115	0.1%
0.000141	115	0.1%
0.913	114	0.1%
0.9	114	0.1%
Other values (5336)	74130	65.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	38763	34.0%
1 × 10^-6	32	< 0.1%
1.01 × 10^-6	46	< 0.1%
1.02 × 10^-6	36	< 0.1%
1.03 × 10^-6	34	< 0.1%
1.04 × 10^-6	50	< 0.1%
1.05 × 10^-6	39	< 0.1%
1.06 × 10^-6	49	< 0.1%
1.07 × 10^-6	56	< 0.1%
1.08 × 10^-6	47	< 0.1%

Value	Count	Frequency (%)
1	13	< 0.1%
0.999	22	< 0.1%
0.998	6	< 0.1%
0.997	11	< 0.1%
0.996	4	< 0.1%
0.995	15	< 0.1%
0.994	4	< 0.1%
0.993	9	< 0.1%
0.992	11	< 0.1%
0.991	12	< 0.1%

liveness
Real number (ℝ)

Distinct	1722
Distinct (%)	1.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.21355284

Minimum	0
Maximum	1
Zeros	2
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	890.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0.0606
Q1	0.098
median	0.132
Q3	0.273
95-th percentile	0.681
Maximum	1
Range	1
Interquartile range (IQR)	0.175

Descriptive statistics

Standard deviation	0.1903777
Coefficient of variation (CV)	0.89147821
Kurtosis	4.3782683
Mean	0.21355284
Median Absolute Deviation (MAD)	0.051
Skewness	2.1057381
Sum	24345.023
Variance	0.036243668
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.108	1353	1.2%
0.111	1318	1.2%
0.109	1198	1.1%
0.11	1179	1.0%
0.105	1114	1.0%
0.107	1102	1.0%
0.103	1094	1.0%
0.106	1064	0.9%
0.112	1063	0.9%
0.113	1008	0.9%
Other values (1712)	102507	89.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2	< 0.1%
0.00925	1	< 0.1%
0.00986	1	< 0.1%
0.0112	1	< 0.1%
0.0114	1	< 0.1%
0.0116	1	< 0.1%
0.0118	1	< 0.1%
0.0133	1	< 0.1%
0.0136	1	< 0.1%
0.0137	1	< 0.1%

Value	Count	Frequency (%)
1	2	< 0.1%
0.997	1	< 0.1%
0.995	1	< 0.1%
0.994	3	< 0.1%
0.993	2	< 0.1%
0.992	9	< 0.1%
0.991	4	< 0.1%
0.99	11	< 0.1%
0.989	17	< 0.1%
0.988	17	< 0.1%

valence
Real number (ℝ)

Distinct	1790
Distinct (%)	1.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.47406823

Minimum	0
Maximum	0.995
Zeros	176
Zeros (%)	0.2%
Negative	0
Negative (%)	0.0%
Memory size	890.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0.0708
Q1	0.26
median	0.464
Q3	0.683
95-th percentile	0.911
Maximum	0.995
Range	0.995
Interquartile range (IQR)	0.423

Descriptive statistics

Standard deviation	0.25926106
Coefficient of variation (CV)	0.54688555
Kurtosis	-1.0274297
Mean	0.47406823
Median Absolute Deviation (MAD)	0.212
Skewness	0.11507804
Sum	54043.778
Variance	0.0672163
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.961	300	0.3%
0.304	248	0.2%
0.717	233	0.2%
0.962	230	0.2%
0.324	225	0.2%
0.963	216	0.2%
0.55	210	0.2%
0.365	205	0.2%
0.949	204	0.2%
0.202	201	0.2%
Other values (1780)	111728	98.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	176	0.2%
1 × 10^-5	129	0.1%
0.000322	1	< 0.1%
0.000378	1	< 0.1%
0.000667	1	< 0.1%
0.000673	1	< 0.1%
0.000755	1	< 0.1%
0.000781	1	< 0.1%
0.00084	1	< 0.1%
0.000885	1	< 0.1%

Value	Count	Frequency (%)
0.995	1	< 0.1%
0.994	1	< 0.1%
0.993	3	< 0.1%
0.992	4	< 0.1%
0.991	3	< 0.1%
0.99	1	< 0.1%
0.989	1	< 0.1%
0.988	4	< 0.1%
0.987	2	< 0.1%
0.986	1	< 0.1%

tempo
Real number (ℝ)

Distinct	45653
Distinct (%)	40.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	122.14784

Minimum	0
Maximum	243.372
Zeros	157
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	890.8 KiB

Quantile statistics

Minimum	0
5-th percentile	77.3469
Q1	99.21875
median	122.017
Q3	140.071
95-th percentile	175.06715
Maximum	243.372
Range	243.372
Interquartile range (IQR)	40.85225

Descriptive statistics

Standard deviation	29.978197
Coefficient of variation (CV)	0.24542552
Kurtosis	-0.10858061
Mean	122.14784
Median Absolute Deviation (MAD)	21.7025
Skewness	0.23229486
Sum	13924853
Variance	898.69229
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	157	0.1%
151.925	146	0.1%
95.004	95	0.1%
87.925	76	0.1%
130.594	76	0.1%
92.988	70	0.1%
125.004	70	0.1%
76.783	69	0.1%
77.321	67	0.1%
90.04	63	0.1%
Other values (45643)	113111	99.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	157	0.1%
30.2	1	< 0.1%
30.322	1	< 0.1%
31.834	1	< 0.1%
34.262	1	< 0.1%
34.821	1	< 0.1%
35.392	1	< 0.1%
35.79	1	< 0.1%
35.862	1	< 0.1%
35.928	1	< 0.1%

Value	Count	Frequency (%)
243.372	1	< 0.1%
222.605	1	< 0.1%
220.525	1	< 0.1%
220.084	1	< 0.1%
220.081	3	< 0.1%
220.039	1	< 0.1%
219.971	1	< 0.1%
219.693	1	< 0.1%
219.571	1	< 0.1%
218.879	1	< 0.1%

time_signature
Categorical

IMBALANCE

Distinct	5
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	890.8 KiB

4	101843
3	9195
5	1826
1	973
0	163

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	114000
Distinct characters	5
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	4
2nd row	4
3rd row	4
4th row	3
5th row	4

Common Values

Value	Count	Frequency (%)
4	101843	89.3%
3	9195	8.1%
5	1826	1.6%
1	973	0.9%
0	163	0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
4	101843	89.3%
3	9195	8.1%
5	1826	1.6%
1	973	0.9%
0	163	0.1%

Most occurring characters

Value	Count	Frequency (%)
4	101843	89.3%
3	9195	8.1%
5	1826	1.6%
1	973	0.9%
0	163	0.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	114000	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
4	101843	89.3%
3	9195	8.1%
5	1826	1.6%
1	973	0.9%
0	163	0.1%

Most occurring scripts

Value	Count	Frequency (%)
Common	114000	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
4	101843	89.3%
3	9195	8.1%
5	1826	1.6%
1	973	0.9%
0	163	0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	114000	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
4	101843	89.3%
3	9195	8.1%
5	1826	1.6%
1	973	0.9%
0	163	0.1%

track_genre
Text

Distinct	114
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	890.8 KiB

Length

Max length	17
Median length	11
Mean length	7.0701754
Min length	3

Characters and Unicode

Total characters	806000
Distinct characters	25
Distinct categories	2 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	acoustic
2nd row	acoustic
3rd row	acoustic
4th row	acoustic
5th row	acoustic

Value	Count	Frequency (%)
acoustic	1000	0.9%
drum-and-bass	1000	0.9%
alternative	1000	0.9%
ambient	1000	0.9%
anime	1000	0.9%
black-metal	1000	0.9%
bluegrass	1000	0.9%
blues	1000	0.9%
brazil	1000	0.9%
breakbeat	1000	0.9%
Other values (104)	104000	91.2%

Most occurring characters

Value	Count	Frequency (%)
e	73000	9.1%
a	68000	8.4%
o	67000	8.3%
r	57000	7.1%
n	50000	6.2%
i	47000	5.8%
s	44000	5.5%
t	43000	5.3%
p	39000	4.8%
l	39000	4.8%
Other values (15)	279000	34.6%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	772000	95.8%
Dash Punctuation	34000	4.2%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	73000	9.5%
a	68000	8.8%
o	67000	8.7%
r	57000	7.4%
n	50000	6.5%
i	47000	6.1%
s	44000	5.7%
t	43000	5.6%
p	39000	5.1%
l	39000	5.1%
Other values (14)	245000	31.7%

Dash Punctuation

Value	Count	Frequency (%)
-	34000	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	772000	95.8%
Common	34000	4.2%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	73000	9.5%
a	68000	8.8%
o	67000	8.7%
r	57000	7.4%
n	50000	6.5%
i	47000	6.1%
s	44000	5.7%
t	43000	5.6%
p	39000	5.1%
l	39000	5.1%
Other values (14)	245000	31.7%

Common

Value	Count	Frequency (%)
-	34000	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	806000	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
e	73000	9.1%
a	68000	8.4%
o	67000	8.3%
r	57000	7.1%
n	50000	6.2%
i	47000	5.8%
s	44000	5.5%
t	43000	5.3%
p	39000	4.8%
l	39000	4.8%
Other values (15)	279000	34.6%

Auto

Heatmap
Table

	Unnamed: 0	popularity	duration_ms	danceability	energy	key	loudness	speechiness	acousticness	instrumentalness	liveness	valence	tempo	explicit	mode	time_signature
Unnamed: 0	1.000	0.033	-0.029	0.007	-0.064	-0.006	-0.043	-0.042	0.100	-0.084	0.027	0.053	-0.025	0.102	0.072	0.070
popularity	0.033	1.000	0.028	0.027	-0.024	-0.003	0.035	-0.068	0.008	-0.078	-0.008	-0.042	0.017	0.089	0.037	0.046
duration_ms	-0.029	0.028	1.000	-0.098	0.104	0.014	0.022	-0.129	-0.170	0.127	-0.040	-0.178	0.050	0.011	0.004	0.036
danceability	0.007	0.027	-0.098	1.000	0.039	0.035	0.112	0.159	-0.039	-0.144	-0.145	0.462	-0.071	0.154	0.085	0.279
energy	-0.064	-0.024	0.104	0.039	1.000	0.045	0.750	0.355	-0.708	-0.035	0.177	0.208	0.241	0.116	0.087	0.161
key	-0.006	-0.003	0.014	0.035	0.045	1.000	0.032	0.044	-0.038	0.005	-0.004	0.033	0.012	0.040	0.247	0.021
loudness	-0.043	0.035	0.022	0.112	0.750	0.032	1.000	0.232	-0.534	-0.289	0.111	0.221	0.194	0.108	0.045	0.152
speechiness	-0.042	-0.068	-0.129	0.159	0.355	0.044	0.232	1.000	-0.214	-0.049	0.092	0.092	0.115	0.306	0.067	0.085
acousticness	0.100	0.008	-0.170	-0.039	-0.708	-0.038	-0.534	-0.214	1.000	-0.096	-0.042	-0.021	-0.217	0.102	0.100	0.141
instrumentalness	-0.084	-0.078	0.127	-0.144	-0.035	0.005	-0.289	-0.049	-0.096	1.000	-0.099	-0.320	-0.005	0.104	0.059	0.067
liveness	0.027	-0.008	-0.040	-0.145	0.177	-0.004	0.111	0.092	-0.042	-0.099	1.000	0.013	0.019	0.042	0.029	0.040
valence	0.053	-0.042	-0.178	0.462	0.208	0.033	0.221	0.092	-0.021	-0.320	0.013	1.000	0.063	0.069	0.033	0.111
tempo	-0.025	0.017	0.050	-0.071	0.241	0.012	0.194	0.115	-0.217	-0.005	0.019	0.063	1.000	0.040	0.026	0.496
explicit	0.102	0.089	0.011	0.154	0.116	0.040	0.108	0.306	0.102	0.104	0.042	0.069	0.040	1.000	0.037	0.060
mode	0.072	0.037	0.004	0.085	0.087	0.247	0.045	0.067	0.100	0.059	0.029	0.033	0.026	0.037	1.000	0.028
time_signature	0.070	0.046	0.036	0.279	0.161	0.021	0.152	0.085	0.141	0.067	0.040	0.111	0.496	0.060	0.028	1.000

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

First rows
Last rows

	Unnamed: 0	track_id	artists	album_name	track_name	popularity	duration_ms	explicit	danceability	energy	key	loudness	mode	speechiness	acousticness	instrumentalness	liveness	valence	tempo	time_signature	track_genre
0	0	5SuOikwiRyPMVoIQDJUgSV	Gen Hoshino	Comedy	Comedy	73	230666	False	0.676	0.4610	1	-6.746	0	0.1430	0.0322	0.000001	0.3580	0.7150	87.917	4	acoustic
1	1	4qPNDBW1i3p13qLCt0Ki3A	Ben Woodward	Ghost (Acoustic)	Ghost - Acoustic	55	149610	False	0.420	0.1660	1	-17.235	1	0.0763	0.9240	0.000006	0.1010	0.2670	77.489	4	acoustic
2	2	1iJBSr7s7jYXzM8EGcbK5b	Ingrid Michaelson;ZAYN	To Begin Again	To Begin Again	57	210826	False	0.438	0.3590	0	-9.734	1	0.0557	0.2100	0.000000	0.1170	0.1200	76.332	4	acoustic
3	3	6lfxq3CG4xtTiEg7opyCyx	Kina Grannis	Crazy Rich Asians (Original Motion Picture Soundtrack)	Can't Help Falling In Love	71	201933	False	0.266	0.0596	0	-18.515	1	0.0363	0.9050	0.000071	0.1320	0.1430	181.740	3	acoustic
4	4	5vjLSffimiIP26QG5WcN2K	Chord Overstreet	Hold On	Hold On	82	198853	False	0.618	0.4430	2	-9.681	1	0.0526	0.4690	0.000000	0.0829	0.1670	119.949	4	acoustic
5	5	01MVOl9KtVTNfFiBU9I7dc	Tyrone Wells	Days I Will Remember	Days I Will Remember	58	214240	False	0.688	0.4810	6	-8.807	1	0.1050	0.2890	0.000000	0.1890	0.6660	98.017	4	acoustic
6	6	6Vc5wAMmXdKIAM7WUoEb7N	A Great Big World;Christina Aguilera	Is There Anybody Out There?	Say Something	74	229400	False	0.407	0.1470	2	-8.822	1	0.0355	0.8570	0.000003	0.0913	0.0765	141.284	3	acoustic
7	7	1EzrEOXmMH3G43AXT1y7pA	Jason Mraz	We Sing. We Dance. We Steal Things.	I'm Yours	80	242946	False	0.703	0.4440	11	-9.331	1	0.0417	0.5590	0.000000	0.0973	0.7120	150.960	4	acoustic
8	8	0IktbUcnAGrvD03AWnz3Q8	Jason Mraz;Colbie Caillat	We Sing. We Dance. We Steal Things.	Lucky	74	189613	False	0.625	0.4140	0	-8.700	1	0.0369	0.2940	0.000000	0.1510	0.6690	130.088	4	acoustic
9	9	7k9GuJYLp2AzqokyEdwEw2	Ross Copperman	Hunger	Hunger	56	205594	False	0.442	0.6320	1	-6.770	1	0.0295	0.4260	0.004190	0.0735	0.1960	78.899	4	acoustic

	Unnamed: 0	track_id	artists	album_name	track_name	popularity	duration_ms	explicit	danceability	energy	key	loudness	mode	speechiness	acousticness	instrumentalness	liveness	valence	tempo	time_signature	track_genre
113990	113990	2A4dSiJmbviL56CBupkh6C	Lucas Cervetti	Frecuencias Álmicas en 432hz (Solo Piano)	Frecuencia Álmica XI - Solo Piano	22	369049	False	0.579	0.245	4	-16.357	1	0.0384	0.97000	0.924000	0.1010	0.3020	112.011	3	world-music
113991	113991	0CE0Y6GM75cbrqao8EOAlW	Chris Tomlin	The Ultimate Playlist	At The Cross (Love Ran Red)	32	250629	False	0.387	0.531	8	-4.788	1	0.0290	0.00305	0.000000	0.2010	0.1530	146.003	4	world-music
113992	113992	3FjOBB4EyIXHYUtSgrIdY9	Jesus Culture	Revelation Songs	Your Love Never Fails	38	312566	False	0.475	0.860	10	-4.722	1	0.0421	0.00650	0.000002	0.2460	0.4270	113.949	4	world-music
113993	113993	4OkMK49i3NApR1KsAIsTf6	Chris Tomlin	See The Morning (Special Edition)	How Can I Keep From Singing	39	256026	False	0.505	0.687	10	-4.375	1	0.0287	0.08410	0.000000	0.1880	0.3820	104.083	3	world-music
113994	113994	4WbOUe6T0sozC7z5ZJgiAA	Lucas Cervetti	Frecuencias Álmicas en 432hz	Frecuencia Álmica, Pt. 4	22	305454	False	0.331	0.171	1	-15.668	1	0.0350	0.92000	0.022900	0.0679	0.3270	132.147	3	world-music
113995	113995	2C3TZjDRiAzdyViavDJ217	Rainy Lullaby	#mindfulness - Soft Rain for Mindful Meditation, Stress Relief Relaxation Music	Sleep My Little Boy	21	384999	False	0.172	0.235	5	-16.393	1	0.0422	0.64000	0.928000	0.0863	0.0339	125.995	5	world-music
113996	113996	1hIz5L4IB9hN3WRYPOCGPw	Rainy Lullaby	#mindfulness - Soft Rain for Mindful Meditation, Stress Relief Relaxation Music	Water Into Light	22	385000	False	0.174	0.117	0	-18.318	0	0.0401	0.99400	0.976000	0.1050	0.0350	85.239	4	world-music
113997	113997	6x8ZfSoqDjuNa5SVP5QjvX	Cesária Evora	Best Of	Miss Perfumado	22	271466	False	0.629	0.329	0	-10.895	0	0.0420	0.86700	0.000000	0.0839	0.7430	132.378	4	world-music
113998	113998	2e6sXL2bYv4bSz6VTdnfLs	Michael W. Smith	Change Your World	Friends	41	283893	False	0.587	0.506	7	-10.889	1	0.0297	0.38100	0.000000	0.2700	0.4130	135.960	4	world-music
113999	113999	2hETkH7cOfqmz3LqZDHZf5	Cesária Evora	Miss Perfumado	Barbincor	22	241826	False	0.526	0.487	1	-10.204	0	0.0725	0.68100	0.000000	0.0893	0.7080	79.198	4	world-music

Overview

Variables

Most occurring characters

Most occurring categories

Most frequent character per category

Uppercase Letter

Lowercase Letter

Decimal Number

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Most occurring characters

Most occurring categories

Most frequent character per category

Other Letter

Lowercase Letter

Uppercase Letter

Other Punctuation

Decimal Number

Close Punctuation

Math Symbol

Other Symbol

Open Punctuation

Dash Punctuation

Modifier Letter

Final Punctuation

Initial Punctuation

Space Separator

Currency Symbol

Connector Punctuation

Modifier Symbol

Other Number

Most occurring scripts

Most frequent character per script

Han

Latin

Common

Cyrillic

Katakana

Hiragana

Greek

Most occurring blocks

Most frequent character per block

ASCII

Latin 1 Sup

Cyrillic

Latin Ext A

Katakana

Punctuation

CJK

Math Operators

Hiragana

Misc Symbols

None

Letterlike Symbols

Latin Ext Additional

Dingbats

Most occurring characters

Most occurring categories

Most frequent character per category

Other Letter

Lowercase Letter

Uppercase Letter

Other Punctuation

Nonspacing Mark

Decimal Number

Math Symbol

Open Punctuation

Close Punctuation

Other Symbol

Dash Punctuation

Modifier Symbol

Letter Number

Spacing Mark

Modifier Letter

Final Punctuation